LLM-Finetuning-Hub
flink-cdc
LLM-Finetuning-Hub | flink-cdc | |
---|---|---|
6 | 4 | |
638 | 5,291 | |
- | 2.5% | |
9.5 | 9.6 | |
about 1 month ago | 4 days ago | |
Python | Java | |
Apache License 2.0 | Apache License 2.0 |
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
LLM-Finetuning-Hub
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Zephyr-7B QLoRA Benchmark for Summarization and Classification
Hi everyone, we've been working on benchmarking different open-source LLMs. We measure, in particular, on the performance of these models once finetued (via QLoRA) on classic NLP downstream tasks like summarization and classification. We also put particular emphasis on benchmarking inference time/cost for these models once deployed.
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Show HN: Finetuning LLMs: Open-source vs. Close-source
Hello all,
I have been working on benchmarking different LLMs -- both open-source and closed-source.
Repo: https://github.com/georgian-io/LLM-Finetuning-Hub
Precisely, I am comparing their out-of-the-box capabilities (prompting) and their fine-tuned conterparts!
So far, the following models have been benchmarked:
Open-Source:
- FLaNK Stack Weekly for 12 September 2023
- [P][R] Finetune LLMs via the Finetuning Hub
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Show HN: Leverage Falcon 7B blog post
- Finetuning with QLoRA
I evaluate how Falcon does on classification tasks when compared to Bert and Distilbert.
Moreover, I talk about different ways you can deploy the model, and the associated costs!
The code for all of my experiments are available on: https://github.com/georgian-io/LLM-Finetuning-Hub
Happy reading and learning!
- Show HN: LLM Finetuning Hub
flink-cdc
- FLaNK Stack Weekly 12 February 2024
- FLaNK Stack Weekly for 12 September 2023
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Flink CDC / alternatives
Info from: https://github.com/ververica/flink-cdc-connectors
- Flink CDC Connectors
What are some alternatives?
ChatDev - Create Customized Software using Natural Language Idea (through LLM-powered Multi-Agent Collaboration)
debezium - Change data capture for a variety of databases. Please log issues at https://issues.redhat.com/browse/DBZ.
bedframe - Your Browser Extension Development Framework
open-interpreter - A natural language interface for computers
wasmer-java - ☕ WebAssembly runtime for Java
flink-faker - A data generator source connector for Flink SQL based on data-faker.
llm-toys - Small(7B and below) finetuned LLMs for a diverse set of useful tasks
FLaNK-Halifax - Community over Code, Apache NiFi, Apache Kafka, Apache Flink, Python, GTFS, Transit, Open Source, Open Data
go-llama2 - Llama 2 inference in one file of pure Go
hrequests - 🚀 Web scraping for humans
sqllineage - SQL Lineage Analysis Tool powered by Python
MmFLaNK - Mm FLaNK Stack (MXNet, MiNiFi, Flink, NiFi, Kafka, Kudu) for AI-IoT